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quantisan/
bge-small-en-v1.5-93dataset

Name: bge-small-en-v1.5-93dataset
Availability: InStock

setfit

safetensors

bert

sentence-transformers

text-classification

generated_from_setfit_trainer

2209.11055

BAAI/bge-small-en-v1.5

finetune

model-index

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SetFit with BAAI/bge-small-en-v1.5

This is a SetFit model that can be used for Text Classification. This SetFit model uses BAAI/bge-small-en-v1.5 as the Sentence Transformer embedding model. A LogisticRegression instance is used for classification.

The model has been trained using an efficient few-shot learning technique that involves:

Fine-tuning a Sentence Transformer with contrastive learning.
Training a classification head with features from the fine-tuned Sentence Transformer.

Model Details

Model Description

Model Type: SetFit
Sentence Transformer body: BAAI/bge-small-en-v1.5
Classification head: a LogisticRegression instance
Maximum Sequence Length: 512 tokens
Number of Classes: 43 classes

Model Sources

Repository: SetFit on GitHub
Paper: Efficient Few-Shot Learning Without Prompts
Blogpost: SetFit: Efficient Few-Shot Learning Without Prompts

Model Labels

Label	Examples
Latitude	'Latitude: 48,87217700, 48,85543800, 48,87416100, 48,87322500, 48,87422500, 48,84189000, 48,86617200, 48,87112100, 48,86552200, 48,87623100, 48,85609000, 48,85642700, 48,86853300, 48,87465400, 48,86995000, 48,85654000, 48,87022000, 48,86962600, 48,85663200, 48,83476200' 'lat: 40.7940823884086, 40.7948509408039, 40.7667178072558, 40.7697032606755, 40.797533370163, 40.7902561000937, 40.7693045133578, 40.7942883045566, 40.7729752391435, 40.7903128889029, 40.7762126854894, 40.7725908847499, 40.7931811701082, 40.7917367820255, 40.7829723919744, 40.7742879599026, 40.7823507678183, 40.7919669739962, 40.7702795904962, 40.7698124821507' 'lat: 83.92115933668057, 89.53277415300325, 85.37696959908148, 85.44622332365381, 84.28538158324413, 87.96664079539569, 86.11414393337242, 85.43864590316868, 87.65474214915454, 81.67725407101064, 90.47817498708324, 89.87993043195812, 81.56791356025577, 88.48808747114165, 89.3843538611984, 87.5218603199103, 83.99238693700401, 82.50195719071465, 85.84865551792468, 87.92121711225418'
Categorical	'SUSPECT_RACE_DESCRIPTION: (null), WHITE, BLACK HISPANIC, BLACK, WHITE HISPANIC, ASIAN/PAC.ISL, AMER IND, MALE' 'OFFICER_IN_UNIFORM_FLAG: Y, N, (' 'SUSPECT_HAIR_COLOR: BLK, BRO, BLD, XXX, (null), GRY, WHI, BLN, RED, ZZZ, PLE, GRN, SDY, ORG, BK, BA, BR, XX'
Day of Month	'Date.Day: 26, 24, 31, 7, 14, 21, 28, 5, 12, 19, 2, 9, 16, 23, 30, 4, 11, 18, 25, 1' 'Incident.Date.Day: 2, 3, 4, 5, 6, 7, 8, 9, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23' 'bibliography.publication.day: 1, 17, 16, 20, 29, 10, 14, 11, 9, 18, 19, 22, 25, 15, 6, 28, 27, 2, 12, 21'
Year	'Year: 2020, 2019, 2018, 2017, 2016, 2015, 2014' 'YEAR2: 2017' 'artist.birth.year: 1930, 1852, 1898, 1760, 1935, 1964, 1967, 1940, 1947, 1938, 1728, 1868, 1927, 1917, 1878, 1895, 1904, 1912, 1899, 1767'
Integer	'unfavorable: 51.0, 55.0, 47.0, 60.0, 61.0, 56.0, 58.0, 57.0, 59.0, 61.9, 62.0, 54.0, 52.0, 53.0, 66.0, 67.0, 63.0, 49.0, 52.42, 56.9' 'Data.Totals.Violent.Rape: 281, 252, 218, 192, 397, 367, 341, 371, 396, 494, 637, 661, 660, 751, 811, 738, 794, 929, 954, 1037' 'AVG: 93429, 78009, 76358, 76258, 75606, 73515, 72885, 71625, 71624, 70534, 69914, 69879, 69671, 68950, 68857, 68846, 68833, 68387, 68099, 67431'
Floating Point Number	'dimensions.width: 0.0, 305.0, 250.0, 756.0, 2095.0, 480.0, 858.0, 558.0, 628.0, 302.0, 1226.0, 1270.0, 940.0, 2276.0, 864.0, 1420.0, 330.0, 267.0, 1225.0, 660.0' 'Data.Fiber: 0.0, 0.2, 0.3, 0.4, 0.7, 0.1, 1.0, 0.6, 0.5, 1.9, 1.1, 2.3, 0.8, 1.6, 0.9, 1.2, 37.0, 4.5, 9.1, 1.5' ' "Weight(Pounds)": 112.9925, 136.4873, 153.0269, 142.3354, 144.2971, 123.3024, 141.4947, 136.4623, 112.3723, 120.6672, 127.4516, 114.143, 125.6107, 122.4618, 116.0866, 139.9975, 129.5023, 142.9733, 137.9025, 124.0449'
Percentage	'pct: 51.0, 48.0, 44.2, 49.0, 48.4, 49.2, 1.4, 47.0, 48.2, 1.6, 50.0, 42.0, 1.0, 40.0, 53.0, 43.0, 46.0, 52.0, 45.0, 47.3' 'pct: 51.6, 41.4, 45.7, 46.8, 5.2, 46.0, 2.0, 48.0, 47.0, 44.0, 4.0, 5.0, 53.0, 55.5, 32.2, 54.7, 40.5, 54.3, 43.7, 45.0' 'PCT.2: 95.5, 96.5, 94.0, 99.4, 97.6, 100.9, 101.0, 101.1, 96.9, 98.0, 97.9, 98.1, 94.8, 100.7, 99.3, 97.1, 98.9, 98.7, 96.1, 99.7'
Secondary Address	'STOP_LOCATION_APARTMENT: (null), 2, 7, 4TH, 2FL, ROOF, ROOF T, BASEME, LOBBY, 17TH, 2 FLOO, 12, 1701, HALLWA, 1E, 5D, SIDEWA, FRONT, 12C, None'
U.S. State Abbreviation	'abbrev: AL, AK, AZ, AR, CA, CO, CT, DE, DC, FL, GA, HI, ID, IL, IN, IA, KS, KY, LA, ME' 'recipient_st: AK, AL, AR, AZ, CA, CO, CT, DC, FL, GA, HI, IA, ID, IL, IN, KA, KS, KY, LA, MA' 'Incident.Location.State: WA, OR, KS, CA, CO, OK, AZ, IA, PA, TX, OH, LA, MT, UT, AR, IL, NV, NM, MN, MO'
Numeric identifier	'pollster_id: 568, 1189, 1508, 1302, 1597, 396, 458, 1699, 1361, 169, 1075, 1406, 241, 1523, 399, 1351, 1528, 1365, 1347, 57' 'SUPERVISING_OFFICER_COMMAND_CODE: 574, 863, 1, 861, 5, 6, 234, 849, 136, 7, 804, 750, 868, 9, 108, 13, 10, 181, 598, 230' 'pollster_rating_id: 245, 609, 48, 437, 88, 599, 600, 263, 280, 314, 124, 357, 667, 317, 494, 325, 522, 556, 593, 216'
Month Number	'mp_month: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12' 'bibliography.publication.month: 6, 11, 3, 8, 1, 10, 7, 2, 4, 5, 9, 12' 'Incident.Date.Month: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12'
Date	'Date.Full: 8/26/1990, 3/24/1991, 3/31/1991, 4/7/1991, 4/14/1991, 4/21/1991, 4/28/1991, 5/5/1991, 5/12/1991, 5/19/1991, 5/26/1991, 6/2/1991, 6/9/1991, 6/16/1991, 6/23/1991, 6/30/1991, 7/7/1991, 7/14/1991, 7/21/1991, 7/28/1991' 'STOP_FRISK_DATE: 1/16/2017, 2/8/2017, 2/20/2017, 2/21/2017, 2/17/2017, 2/25/2017, 3/3/2017, 3/16/2017, 3/31/2017, 4/2/2017, 4/4/2017, 3/24/2017, 4/6/2017, 4/18/2017, 5/6/2017, 5/10/2017, 5/17/2017, 5/7/2017, 5/24/2017, 6/8/2017' 'disb_dt: 15-Sep-15, 16-Nov-15, 30-Sep-15, 18-Dec-15, 22-Oct-15, 3-Dec-15, 23-Nov-15, 29-Feb-16, 18-Mar-16, 27-Feb-16, 17-Feb-16, 25-Feb-16, 25-Jan-16, 14-Jan-16, 12-Jan-16, 22-Jan-16, 1-Jan-16, 3-Jan-16, 6-Jan-16, 11-Jan-16'
Full Name	'candidate_name: Abigail A. Spanberger, Nicholas J. Freitas, Kara Eastman, Don Bacon, Tyler Schaeffer, Jill Schupp, Ann Wagner, Martin Schulte, Dana Balter, John Katko, Steve Williams, Christina Hale, Victoria Spartz, Kenneth Tucker, Joyce Ann Elliott, French Hill, Jared Forrest Golden, Dale John Crafts, Marie Newman, Mike Fricilone' 'bibliography.author.name: Austen, Jane, Gilman, Charlotte Perkins, Carroll, Lewis, Shelley, Mary Wollstonecraft, Kafka, Franz, Twain, Mark, Wilde, Oscar, Douglass, Frederick, Ibsen, Henrik, Melville, Herman, Doyle, Arthur Conan, Dickens, Charles, Joyce, James, Swift, Jonathan, Stoker, Bram, Machiavelli, Niccolo, Tolstoy, Leo, graf, Grimm, Wilhelm, Vatsyayana, Unknown' 'Name: Cristiano Ronaldo, L. Messi, Neymar, L. Suárez, M. Neuer, R. Lewandowski, De Gea, E. Hazard, T. Kroos, G. Higuaín, Sergio Ramos, K. De Bruyne, T. Courtois, A. Sánchez, L. Modrić, G. Bale, S. Agüero, G. Chiellini, G. Buffon, P. Dybala'
Day of Week	'DAY2: Monday, Wednesday, Tuesday, Friday, Saturday, Thursday, Sunday' 'DAY2: Monday, Wednesday, Tuesday, Friday, Saturday, Thursday, Sunday' 'day: Sun, Sat, Thur, Fri'
Timestamp	'created_at: 12/30/20 12:29, 11/2/20 21:26, 11/2/20 22:16, 11/2/20 21:32, 11/2/20 22:01, 11/2/20 22:18, 11/2/20 22:26, 11/2/20 23:31, 11/2/20 21:49, 10/31/20 17:22, 11/1/20 14:39, 11/2/20 08:22, 10/29/20 14:16, 10/31/20 08:36, 10/29/20 11:08, 10/29/20 09:00, 10/29/20 16:13, 10/29/20 16:14, 10/30/20 15:45, 10/28/20 09:24' 'created_at: 12/21/22 09:28, 12/21/22 12:52, 12/16/22 18:27, 12/16/22 21:10, 12/14/22 10:39, 12/14/22 08:22, 12/15/22 18:31, 12/14/22 14:13, 12/13/22 09:36, 12/14/22 08:23, 12/14/22 15:40, 12/15/22 09:40, 12/7/22 10:47, 12/7/22 08:17, 12/7/22 17:56, 12/15/22 09:50, 11/30/22 09:25, 11/23/22 08:46, 12/1/22 09:39, 12/5/22 08:29' 'created_at: 12/21/22 09:28, 12/21/22 12:52, 12/16/22 18:27, 12/16/22 21:10, 12/14/22 10:39, 12/14/22 08:22, 12/15/22 18:31, 12/14/22 14:13, 12/13/22 09:36, 12/14/22 08:23, 12/14/22 15:40, 12/15/22 09:40, 12/7/22 10:47, 12/7/22 08:17, 12/7/22 17:56, 12/15/22 09:50, 11/30/22 09:25, 11/23/22 08:46, 12/1/22 09:39, 12/5/22 08:29'
URL	'url: https://docs.cdn.yougov.com/c5o6xiw8t9/econtoplines.pdf, https://docs.cdn.yougov.com/by8wjw1hur/econTabReport.pdf, https://subscriber.politicopro.com/newsletter/2022/12/who-supports-the-payment-pause-00072673, https://news.yahoo.com/new-poll-shows-stark-partisan-divide-when-it-comes-to-americans-view-of-schools-132510314.html, https://harvardharrispoll.com/wp-content/uploads/2022/12/HHP_Dec2022_KeyResults.pdf, https://echeloninsights.com/in-the-news/december-2022-omnibus-2/, https://docs.cdn.yougov.com/b94ttrxy3v/econtoplines.pdf, https://docs.cdn.yougov.com/urts2xadfd/econTabReport.pdf, https://www.foxnews.com/politics/fox-news-poll-americans-show-little-enthusiasm-biden-trump-rematch-2024, https://poll.qu.edu/poll-release?releaseid=3863, https://www.usatoday.com/story/news/politics/2022/12/13/trump-support-gop-2024-presidential-race-poll/10882346002/, https://www.wsj.com/articles/ron-desantis-holds-early-lead-over-donald-trump-among-gop-primary-voters-wsj-poll-shows-11670989311?mod=hp_lead_pos5, https://www.cnn.com/2022/12/14/politics/biden-trump-2024-poll/index.html, https://docs.cdn.yougov.com/dshfq4wqyr/econtoplines.pdf, https://docs.cdn.yougov.com/qsanp37uhh/econTabReport.pdf, https://www.yahoo.com/news/poll-trump-loses-ground-with-republicans-after-kanye-west-nick-fuentes-dinner-100204385.html, https://docs.cdn.yougov.com/regijt79ge/November_Georgia_Ads_joined_earlier.pdf, https://docs.cdn.yougov.com/xcvx6iu6em/November_Georgia_Ads_joined.pdf, https://news.gallup.com/poll/406892/party-images-stable-midterm-elections.aspx, https://docs.cdn.yougov.com/2zebcvjoec/econtoplines.pdf' 'Flag: https://cdn.sofifa.org/flags/38.png, https://cdn.sofifa.org/flags/52.png, https://cdn.sofifa.org/flags/54.png, https://cdn.sofifa.org/flags/60.png, https://cdn.sofifa.org/flags/21.png, https://cdn.sofifa.org/flags/37.png, https://cdn.sofifa.org/flags/45.png, https://cdn.sofifa.org/flags/7.png, https://cdn.sofifa.org/flags/55.png, https://cdn.sofifa.org/flags/10.png, https://cdn.sofifa.org/flags/50.png, https://cdn.sofifa.org/flags/27.png, https://cdn.sofifa.org/flags/44.png, https://cdn.sofifa.org/flags/18.png, https://cdn.sofifa.org/flags/115.png, https://cdn.sofifa.org/flags/46.png, https://cdn.sofifa.org/flags/34.png, https://cdn.sofifa.org/flags/13.png, https://cdn.sofifa.org/flags/43.png, https://cdn.sofifa.org/flags/14.png' 'Photo: https://cdn.sofifa.org/48/18/players/20801.png, https://cdn.sofifa.org/48/18/players/158023.png, https://cdn.sofifa.org/48/18/players/190871.png, https://cdn.sofifa.org/48/18/players/176580.png, https://cdn.sofifa.org/48/18/players/167495.png, https://cdn.sofifa.org/48/18/players/188545.png, https://cdn.sofifa.org/48/18/players/193080.png, https://cdn.sofifa.org/48/18/players/183277.png, https://cdn.sofifa.org/48/18/players/182521.png, https://cdn.sofifa.org/48/18/players/167664.png, https://cdn.sofifa.org/48/18/players/155862.png, https://cdn.sofifa.org/48/18/players/192985.png, https://cdn.sofifa.org/48/18/players/192119.png, https://cdn.sofifa.org/48/18/players/184941.png, https://cdn.sofifa.org/48/18/players/177003.png, https://cdn.sofifa.org/48/18/players/173731.png, https://cdn.sofifa.org/48/18/players/153079.png, https://cdn.sofifa.org/48/18/players/138956.png, https://cdn.sofifa.org/48/18/players/1179.png, https://cdn.sofifa.org/48/18/players/211110.png'
Street Address	'STOP_LOCATION_FULL_ADDRESS: 180 GREENWICH STREET, WALL STREET && BROADWAY, 75 GREENE STREET, 429 WEST BROADWAY, WEST STREET && CHAMBERS STREET, CHAMBERS STREET && WEST BROADWAY, CORTLANDT STREET && CHURCH STREET, 111 FULTON STREET, 25 CLIFF STREET, SPRING STREET && AVENUE OF THE AMERICAS, 130 CEDAR STREET, 225 LIBERTY STREET, BARCLAY STREET && WEST STREET, 153 GREENWICH STREET, BATTERY PLACE && STATE STREET, MERCER STREET && BROOME STREET, WEST STREET && CANAL STREET, BROADWAY && PRINCE STREET, WEST BROADWAY && AVENUE OF THE AMERICAS, 3 SOUTH STREET' 'STOP_LOCATION_FULL_ADDRESS: 180 GREENWICH STREET, WALL STREET && BROADWAY, 75 GREENE STREET, 429 WEST BROADWAY, WEST STREET && CHAMBERS STREET, CHAMBERS STREET && WEST BROADWAY, CORTLANDT STREET && CHURCH STREET, 111 FULTON STREET, 25 CLIFF STREET, SPRING STREET && AVENUE OF THE AMERICAS, 130 CEDAR STREET, 225 LIBERTY STREET, BARCLAY STREET && WEST STREET, 153 GREENWICH STREET, BATTERY PLACE && STATE STREET, MERCER STREET && BROOME STREET, WEST STREET && CANAL STREET, BROADWAY && PRINCE STREET, WEST BROADWAY && AVENUE OF THE AMERICAS, 3 SOUTH STREET' 'STOP_LOCATION_FULL_ADDRESS: 180 GREENWICH STREET, WALL STREET && BROADWAY, 75 GREENE STREET, 429 WEST BROADWAY, WEST STREET && CHAMBERS STREET, CHAMBERS STREET && WEST BROADWAY, CORTLANDT STREET && CHURCH STREET, 111 FULTON STREET, 25 CLIFF STREET, SPRING STREET && AVENUE OF THE AMERICAS, 130 CEDAR STREET, 225 LIBERTY STREET, BARCLAY STREET && WEST STREET, 153 GREENWICH STREET, BATTERY PLACE && STATE STREET, MERCER STREET && BROOME STREET, WEST STREET && CANAL STREET, BROADWAY && PRINCE STREET, WEST BROADWAY && AVENUE OF THE AMERICAS, 3 SOUTH STREET'
Country ISO Code	'Champion Nationality: AUS, FRA, GBR, NZL, USA, SRB, SUI, SWE, CZE, ESP, GER, NED, CRO, BRA, RUS' 'Runner-up Nationality: AUS, GBR, NZL, FRA, USA, RSA, CZE, ARG, GER, SUI, ESP, CRO, ROM, DEN, TCH, URS, CZ, SRB, CND, SWE'
Partial timestamp	'created_at: 12/17/20 21:39, 6/14/21 15:36, 11/2/20 09:02, 11/2/20 12:49, 11/2/20 19:02, 11/2/20 14:04, 11/2/20 17:37, 11/2/20 18:39, 11/2/20 18:40, 11/4/20 09:17, 11/4/20 10:29, 11/4/20 10:32, 11/4/20 10:38, 11/4/20 10:39, 11/28/20 21:14, 11/2/20 21:25, 11/2/20 21:32, 11/2/20 22:12, 11/2/20 23:30, 11/2/20 23:33' 'bibliography.publication.full: June, 1998, November, 1999, March, 1994, June 17, 2008, August 16, 2005, August 20, 2006, August 29, 2006, January 10, 2006, March, 2001, June, 2001, October 14, 1892, July, 1998, July, 2003, January, 1994, October 1997, August 16, 2013, February 11, 2006, June 9, 2008, January 1, 1870, April, 2001' 'Rating.Experience: Below, Same, None, Above'
Longitude	'Longitude: 2,77228900, 2,77461100, 2,77370600, 2,77423900, 2,77654400, 2,79937600, 2,78064700, 2,77697400, 2,78928200, 2,78032200, 2,77731200, 2,77121300, 2,77167600, 2,78236500, 2,76694300, 2,77139500, 2,76872200, 2,76741500, 2,77156700, 2,82065100' 'Longitude: 6.85, 2.97, 2.53, -4.02, 10.87, 11.93, 12.7, 14.139, 14.426, 13.897, 14.83, 15.213, 15.064, 14.933, 14.962, 14.999, 12.02, 14.399, 23.336, 24.439' 'long: 40.65531753386127, 35.52146509142811, 41.04610174058556, 37.25718863973695, 37.73038191275334, 38.78755702518432, 36.31538469187874, 38.3542649521305, 40.33741738725765, 36.831052736369664, 37.39711396680899, 38.28297641253209, 40.25037415629944, 39.12501528359793, 40.179108531876246, 38.165405118101205, 40.28234452941448, 37.1590112746327, 40.08056518798263, 38.45329795732872'
Country Name	'Geography: United States' 'location.citizenship: United States, Mexico, Switzerland, Spain, Hong Kong, Taiwan, Germany, Saudi Arabia, Japan, Sweden, France, Canada, Philippines, Indonesia, South Korea, Malaysia, Italy, Singapore, Nigeria, Brazil' 'ï»¿Nation: Afghanistan, Albania, Algeria, Andorra, Angola, Antigua and Barbuda, Argentina, Armenia, Australia, Austria, Azerbaijan, Bahamas, The, Bahrain, Bangladesh, Barbados, Belarus, Belgium, Belize, Benin, Bhutan'
Boolean	'nationwide_batch: False' 'chasing: False, True' 'ID Workforce Status: True'
Short text	'data.title: Backs, Illustration to Judith Shakespeare, Tri-Boro Barber Shop, Portrait of the Engraver Francesco Bartolozzi, Lady in Niche, Assassinations, Zebe, TRANSFERENCE ZONE, Five Sunsets in One Hour, Cartmel Fell, Composition: River in a Gorge, Winters Sleep, Christs Cross and Adams Tree, Space Construction with a Spiral, Toy Sailing Boats, the Round Pond, The Mutilated, The Cruise, Cut Bottle Relief, The Struggle, Figures in a Garden' 'specific_location: None, on tree stump, on tree roots, under a tree, in b/w trees, tree, Branch, bush, hiding in bushes, On a rock, trash can, Under bench, near 65th St arch, in the European Beech, on tree knob, Behind fence, tree, tree near large rock on Bridle Path, Climbing tree, "FIELD", bottom of tree' "Facility.Name: Southeast Alabama Medical Center, Marshall Medical Center South, Eliza Coffee Memorial Hospital, Mizell Memorial Hospital, Crenshaw Community Hospital, St Vincent's East, Dekalb Regional Medical Center, Shelby Baptist Medical Center, Callahan Eye Hospital, Helen Keller Memorial Hospital, Dale Medical Center, Floyd Cherokee Medical Center, Baptist Medical Center South, Jackson Hospital & Clinic Inc, East Alabama Medical Center, Tanner Medical Center-east Alabama, University Of Alabama Hospital, Community Hospital Inc, Cullman Regional Medical Center, Andalusia Health"
Slug	'Slug County: baldwin-county-al, calhoun-county-al, coffee-county-al, colbert-county-al, covington-county-al, cullman-county-al, dale-county-al, dallas-county-al, etowah-county-al, jackson-county-al, jefferson-county-al, lee-county-al, limestone-county-al, madison-county-al, marshall-county-al, mobile-county-al, montgomery-county-al, perry-county-al, pike-county-al, randolph-county-al' 'Slug Geography: united-states' 'Slug Detailed Occupation: physicians, physicians-surgeons, lawyers-judges-magistrates-other-judicial-workers, medical-health-services-managers, chief-executives-legislators, veterinarians, social-community-service-managers, securities-commodities-financial-services-sales-agents, petroleum-mining-geological-engineers-including-mining-safety-engineers, economists, miscellaneous-social-scientists-including-survey-researchers-sociologists, natural-sciences-managers, geoscientists-and-hydrologists-except-geographers, detectives-criminal-investigators, judicial-law-clerks, other-psychologists, architectural-engineering-managers, education-administrators, astronomers-physicists, public-relations-and-fundraising-managers'
Postal Code	'Code postal: 77700.0, nan'
Structured field	'SUSPECT_HEIGHT: 5.8, 6.2, 5.1, 5, 5.11, 5.5, 5.4, 5.7, 6.1, 6, 6.3, 5.6, 5.9, 6.4, 5.2, 6.5, 5.3, 4.11, , 2.2' 'SUSPECT_HEIGHT: 5.8, 6.2, 5.1, 5, 5.11, 5.5, 5.4, 5.7, 6.1, 6, 6.3, 5.6, 5.9, 6.4, 5.2, 6.5, 5.3, 4.11, , 2.2' 'Score: 6-3, 7-5, 6-2, 6-3, 6-4, 6-2, 6-4, 6-2, 6-2, 6-4, 6-4, 7-5, 6-1, 3-6, 6-1, 3-6, 6-4, 6-3, 6-3, 4-6, 8-6, 8-6, 6-1, 6-3, 8-6, 6-2, 6-4, 6-3, 6-2, 4-6, 3-6, 6-4, 6-8, 1-6, 6-2, 6-2, 6-2, 4-6, 7-5, 6-4, 6-4, 1-6, 6-3, 3-6, 6-4, 6-4, 6-4, 6-3, 3-6, 6-0, 6-1, 7-5, 8-6, 6-4, 4-6, 6-2, 6-3, 7-5, 6-3, 6-0, 6-2, 6-8, 5-7, 8-6, 6-3, 10-8, 6-2, 8-6, 3-6, 6-1, 6-3, 6-2, 6-3, 7-5, 6-0'
Alphanumeric identifier	'ID Geography: 04000US04, 04000US06, 04000US32, 04000US41' 'ID County: 05000US01003, 05000US01015, 05000US01031, 05000US01033, 05000US01039, 05000US01043, 05000US01045, 05000US01047, 05000US01055, 05000US01071, 05000US01073, 05000US01081, 05000US01083, 05000US01089, 05000US01095, 05000US01097, 05000US01101, 05000US01105, 05000US01109, 05000US01111' 'ID Geography: 01000US, 04000US04, 04000US06, 04000US32, 04000US41, 31000US31080, 31000US40140, 31000US41740, 31000US41860'
Color	'color: Yellow, Black, White' 'primary_fur_color: None, Gray, Cinnamon, Black' 'highlight_fur_color: None, Cinnamon, White, Gray, Cinnamon, White, Gray, White, Black, Cinnamon, White, Black, Black, White, Black, Cinnamon, Gray, Black'
Month Name	'MONTH2: January, February, March, April, May, June, July, August, September, October, November, December' 'bibliography.publication.month name: June, November, March, August, January, October, July, February, April, May, September, December' 'MONTH2: January, February, March, April, May, June, July, August, September, October, November, December'
Currency Code	'cur_name: AFN, DZD, AOA, ARS, AMD, AZN, BDT, INR, BYR, XOF, BTN, BOB, BIF, KHR, XAF, CVE, CNY, COP, USD, CDF'
Time	'STOP_FRISK_TIME: 14:26:00, 11:10:00, 11:35:00, 13:20:00, 21:25:00, 20:00:00, 19:58:00, 13:15:00, 8:16:00, 18:44:00, 22:30:00, 4:45:00, 18:30:00, 0:00:00, 9:58:00, 11:15:00, 13:00:00, 8:00:00, 14:57:00, 4:15:00' 'STOP_FRISK_TIME: 14:26:00, 11:10:00, 11:35:00, 13:20:00, 21:25:00, 20:00:00, 19:58:00, 13:15:00, 8:16:00, 18:44:00, 22:30:00, 4:45:00, 18:30:00, 0:00:00, 9:58:00, 11:15:00, 13:00:00, 8:00:00, 14:57:00, 4:15:00' 'STOP_FRISK_TIME: 14:26:00, 11:10:00, 11:35:00, 13:20:00, 21:25:00, 20:00:00, 19:58:00, 13:15:00, 8:16:00, 18:44:00, 22:30:00, 4:45:00, 18:30:00, 0:00:00, 9:58:00, 11:15:00, 13:00:00, 8:00:00, 14:57:00, 4:15:00'
Last Name	'candidat: Bush, Perot, Clinton' 'answer: Spanberger, Freitas, Eastman, Bacon, Schaeffer, Schupp, Wagner, Schulte, Balter, Katko, Williams, Hale, Spartz, Tucker, Elliott, Hill, Golden, Crafts, Newman, Fricilone'
U.S. State	'Slug Geography: california' 'state_name: Alabama, Alaska, Arizona, Arkansas, California, Colorado, Connecticut, Delaware, District of Columbia, Florida, Georgia, Hawaii, Idaho, Illinois, Indiana, Iowa, Kansas, Kentucky, Louisiana, Maine' 'state: Alabama, Alaska, Arizona, Arkansas, California, Colorado, Connecticut, Delaware, Florida, Georgia, Hawaii, Idaho, Illinois, Indiana, Iowa, Kansas, Kentucky, Louisiana, Maine, Maryland'
Street Name	'STOP_LOCATION_STREET_NAME: GREENWICH STREET, WALL STREET, GREENE STREET, WEST BROADWAY, WEST STREET, CHAMBERS STREET, CORTLANDT STREET, FULTON STREET, CLIFF STREET, SPRING STREET, CEDAR STREET, LIBERTY STREET, BARCLAY STREET, BATTERY PLACE, MERCER STREET, BROADWAY, SOUTH STREET, THOMPSON STREET, JAY STREET, CHURCH STREET' 'STOP_LOCATION_STREET_NAME: GREENWICH STREET, WALL STREET, GREENE STREET, WEST BROADWAY, WEST STREET, CHAMBERS STREET, CORTLANDT STREET, FULTON STREET, CLIFF STREET, SPRING STREET, CEDAR STREET, LIBERTY STREET, BARCLAY STREET, BATTERY PLACE, MERCER STREET, BROADWAY, SOUTH STREET, THOMPSON STREET, JAY STREET, CHURCH STREET' 'STOP_LOCATION_STREET_NAME: GREENWICH STREET, WALL STREET, GREENE STREET, WEST BROADWAY, WEST STREET, CHAMBERS STREET, CORTLANDT STREET, FULTON STREET, CLIFF STREET, SPRING STREET, CEDAR STREET, LIBERTY STREET, BARCLAY STREET, BATTERY PLACE, MERCER STREET, BROADWAY, SOUTH STREET, THOMPSON STREET, JAY STREET, CHURCH STREET'
AM/PM	'shift: PM, AM'
Occupation	'Detailed Occupation: Physicians, Physicians & surgeons, Lawyers, & judges, magistrates, & other judicial workers, Medical & health services managers, Chief executives & legislators, Veterinarians, Social & community service managers, Securities, commodities, & financial services sales agents, Petroleum, mining & geological engineers, including mining safety engineers, Economists, Miscellaneous social scientists, including survey researchers & sociologists, Natural sciences managers, Geoscientists and hydrologists, except geographers, Detectives & criminal investigators, Judicial law clerks, Other psychologists, Architectural & engineering managers, Education administrators, Astronomers & physicists, Public relations and fundraising managers' 'occupation: Operatives, Craftsmen, Sales, Other, Managers/admin, Professional/technical, Clerical/unskilled, Laborers, Transport, Service, nan, Household workers, Farm laborers, Farmers' 'Detailed Occupation: Other managers, Cashiers, Retail salespersons, Driver/sales workers & truck drivers, Registered nurses'
Zip Code	'recipient_zip: 995084442, 99503, 995163436, 352124572, 35216, 35976, 358021277, 352174710, 35203, 35233, 35805, 72716, 72201, 72035, 72015, 72223, 72019, 72113, 72758, 72227' 'STOP_LOCATION_ZIP_CODE: (null), 20292, AVENUE, 5 AVEN, 10019, 22768, 10035, 10026, 10128, 24231, 10030, 10039, 23874, 11213, 11233, 100652, 10451, 23543, 100745, PROSPE' 'zip_codes: nan, 12081.0, 10090.0, 12423.0, 12420.0'
Company Name	"company.name: Microsoft, Berkshire Hathaway, Telmex, F. Hoffmann-La Roche, Zara, Henderson Land Development, Oracle, Lin Yuan Group, Aldi, Sun Hung Kai Properties, Kingdom Holding Company, Koch industries, Cheung king, Walmart, Seibu Corporation, Las Vegas Sands, Aldi Nord, Tetra Pak, BMW, L'Oreal"
First Name	'Top Name: Mary, Linda, Debra, Lisa, Michelle, Jennifer, Jessica, Samantha, Ashley, Hannah, Emily, Madison, Emma, Isabella, Sophia, Olivia, John, Robert, James, David'
Very short text	'above_ground_sighter_measurement: None, FALSE, 4, 3, 30, 10, 6, 24, 8, 25, 5, 50, 70, 12, 2, 20, 7, 13, 15, 28' 'review_reason_code: 2, 1, 4, None, 5, 3, 7, 3?, 8, D, ?, 3, 1, 1 or 2, D or 1, 7B, 1, 2, 1 OR 2, D OR 2, B, 4?' 'status: N, Y, REMOVE, None, 1, ?, H, R, M, T'
License Plate	'plate: AZIZ714, BATBOX1, BBOMBS, BEACHY1, BLK PWR5, BOT TAK, CHERIPI, CIO FTW, DAVES88, DMOBGFY, DOITFKR, EGGPUTT, F DIABDZ, FJ 666, FKK OFF, FKN BLAK, FLT ATCK, F LUPUS, HVNNHEL, H8DES'
URI	'url: https://docs.cdn.yougov.com/c5o6xiw8t9/econtoplines.pdf, https://docs.cdn.yougov.com/by8wjw1hur/econTabReport.pdf, https://subscriber.politicopro.com/newsletter/2022/12/who-supports-the-payment-pause-00072673, https://news.yahoo.com/new-poll-shows-stark-partisan-divide-when-it-comes-to-americans-view-of-schools-132510314.html, https://harvardharrispoll.com/wp-content/uploads/2022/12/HHP_Dec2022_KeyResults.pdf, https://echeloninsights.com/in-the-news/december-2022-omnibus-2/, https://docs.cdn.yougov.com/b94ttrxy3v/econtoplines.pdf, https://docs.cdn.yougov.com/urts2xadfd/econTabReport.pdf, https://www.foxnews.com/politics/fox-news-poll-americans-show-little-enthusiasm-biden-trump-rematch-2024, https://poll.qu.edu/poll-release?releaseid=3863, https://www.usatoday.com/story/news/politics/2022/12/13/trump-support-gop-2024-presidential-race-poll/10882346002/, https://www.wsj.com/articles/ron-desantis-holds-early-lead-over-donald-trump-among-gop-primary-voters-wsj-poll-shows-11670989311?mod=hp_lead_pos5, https://www.cnn.com/2022/12/14/politics/biden-trump-2024-poll/index.html, https://docs.cdn.yougov.com/dshfq4wqyr/econtoplines.pdf, https://docs.cdn.yougov.com/qsanp37uhh/econTabReport.pdf, https://www.yahoo.com/news/poll-trump-loses-ground-with-republicans-after-kanye-west-nick-fuentes-dinner-100204385.html, https://docs.cdn.yougov.com/regijt79ge/November_Georgia_Ads_joined_earlier.pdf, https://docs.cdn.yougov.com/xcvx6iu6em/November_Georgia_Ads_joined.pdf, https://news.gallup.com/poll/406892/party-images-stable-midterm-elections.aspx, https://docs.cdn.yougov.com/2zebcvjoec/econtoplines.pdf'
City Name	'Incident.Location.City: Shelton, Aloha, Wichita, San Francisco, Evans, Guthrie, Chandler, Assaria, Burlington, Knoxville, Stockton, Freeport, Columbus, Des Moines, New Orleans, Huntley, Salt Lake City, Strong, Syracuse, England'

Evaluation

Metrics

Label	Accuracy
all	0.6705

Uses

Direct Use for Inference

First install the SetFit library:

pip install setfit

Then you can load this model and run inference.

python

from setfit import SetFitModel

# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("quantisan/bge-small-en-v1.5-93dataset")
# Run inference
preds = model("variety: Western, Eastern")

Training Details

Training Set Metrics

Training set	Min	Median	Max
Word count	2	24.0542	111

Label	Training Sample Count
Categorical	8
Timestamp	5
Date	8
Integer	8
Partial timestamp	4
Short text	8
Very short text	3
AM/PM	1
Boolean	8
City Name	1
Color	3
Company Name	1
Country ISO Code	2
Country Name	8
Currency Code	1
Day of Month	4
Day of Week	4
First Name	1
Floating Point Number	8
Full Name	8
Last Name	2
Latitude	4
License Plate	1
Longitude	4
Month Name	6
Month Number	4
Occupation	3
Postal Code	1
Secondary Address	1
Slug	8
Street Address	3
Street Name	3
Time	3
U.S. State	8
U.S. State Abbreviation	6
URI	1
URL	8
Year	8
Zip Code	4

Training Hyperparameters

batch_size: (8, 8)
num_epochs: (4, 4)
max_steps: -1
sampling_strategy: oversampling
body_learning_rate: (2e-05, 1e-05)
head_learning_rate: 0.01
loss: CosineSimilarityLoss
distance_metric: cosine_distance
margin: 0.25
end_to_end: False
use_amp: False
warmup_proportion: 0.1
l2_weight: 0.01
seed: 42
eval_max_steps: -1
load_best_model_at_end: True

Training Results

Epoch	Step	Training Loss	Validation Loss
0.0002	1	0.1131	-
0.0100	50	0.2113	-
0.0200	100	0.1906	-
0.0301	150	0.1843	-
0.0401	200	0.161	-
0.0501	250	0.1418	-
0.0601	300	0.131	-
0.0701	350	0.1224	-
0.0802	400	0.114	-
0.0902	450	0.1039	-
0.1002	500	0.0825	-
0.1102	550	0.0838	-
0.1202	600	0.0745	-
0.1303	650	0.0705	-
0.1403	700	0.0586	-
0.1503	750	0.0552	-
0.1603	800	0.0567	-
0.1703	850	0.0553	-
0.1804	900	0.0456	-
0.1904	950	0.0443	-
0.2004	1000	0.0422	-
0.2104	1050	0.0363	-
0.2204	1100	0.0397	-
0.2305	1150	0.0361	-
0.2405	1200	0.0269	-
0.2505	1250	0.0331	-
0.2605	1300	0.0278	-
0.2705	1350	0.0297	-
0.2806	1400	0.022	-
0.2906	1450	0.0265	-
0.3006	1500	0.0344	-
0.3106	1550	0.0218	-
0.3206	1600	0.0275	-
0.3307	1650	0.0275	-
0.3407	1700	0.0207	-
0.3507	1750	0.0156	-
0.3607	1800	0.0246	-
0.3707	1850	0.0154	-
0.3808	1900	0.0117	-
0.3908	1950	0.0201	-
0.4008	2000	0.0153	-
0.4108	2050	0.018	-
0.4208	2100	0.017	-
0.4309	2150	0.011	-
0.4409	2200	0.0158	-
0.4509	2250	0.015	-
0.4609	2300	0.0109	-
0.4709	2350	0.0151	-
0.4810	2400	0.0085	-
0.4910	2450	0.0121	-
0.5010	2500	0.0118	-
0.5110	2550	0.0083	-
0.5210	2600	0.0094	-
0.5311	2650	0.0078	-
0.5411	2700	0.0123	-
0.5511	2750	0.0085	-
0.5611	2800	0.0046	-
0.5711	2850	0.0081	-
0.5812	2900	0.0085	-
0.5912	2950	0.0064	-
0.6012	3000	0.0113	-
0.6112	3050	0.0087	-
0.6212	3100	0.0071	-
0.6313	3150	0.01	-
0.6413	3200	0.0093	-
0.6513	3250	0.0056	-
0.6613	3300	0.007	-
0.6713	3350	0.0076	-
0.6814	3400	0.0077	-
0.6914	3450	0.0038	-
0.7014	3500	0.0051	-
0.7114	3550	0.0063	-
0.7214	3600	0.004	-
0.7315	3650	0.0036	-
0.7415	3700	0.0043	-
0.7515	3750	0.0086	-
0.7615	3800	0.0051	-
0.7715	3850	0.0056	-
0.7816	3900	0.0042	-
0.7916	3950	0.0062	-
0.8016	4000	0.0058	-
0.8116	4050	0.0034	-
0.8216	4100	0.0062	-
0.8317	4150	0.0091	-
0.8417	4200	0.0056	-
0.8517	4250	0.0039	-
0.8617	4300	0.0072	-
0.8717	4350	0.0051	-
0.8818	4400	0.0025	-
0.8918	4450	0.0051	-
0.9018	4500	0.0049	-
0.9118	4550	0.0024	-
0.9218	4600	0.0026	-
0.9319	4650	0.0046	-
0.9419	4700	0.0024	-
0.9519	4750	0.0026	-
0.9619	4800	0.0045	-
0.9719	4850	0.0022	-
0.9820	4900	0.0042	-
0.9920	4950	0.0067	-
1.0	4990	-	0.0996
1.0020	5000	0.0044	-
1.0120	5050	0.0023	-
1.0220	5100	0.0025	-
1.0321	5150	0.004	-
1.0421	5200	0.002	-
1.0521	5250	0.0042	-
1.0621	5300	0.0028	-
1.0721	5350	0.006	-
1.0822	5400	0.0043	-
1.0922	5450	0.0065	-
1.1022	5500	0.0042	-
1.1122	5550	0.004	-
1.1222	5600	0.0045	-
1.1323	5650	0.0049	-
1.1423	5700	0.0042	-
1.1523	5750	0.0044	-
1.1623	5800	0.002	-
1.1723	5850	0.0037	-
1.1824	5900	0.0038	-
1.1924	5950	0.0071	-
1.2024	6000	0.0044	-
1.2124	6050	0.0031	-
1.2224	6100	0.0021	-
1.2325	6150	0.0019	-
1.2425	6200	0.002	-
1.2525	6250	0.0059	-
1.2625	6300	0.002	-
1.2725	6350	0.0036	-
1.2826	6400	0.0019	-
1.2926	6450	0.0041	-
1.3026	6500	0.0042	-
1.3126	6550	0.0062	-
1.3226	6600	0.002	-
1.3327	6650	0.0016	-
1.3427	6700	0.0019	-
1.3527	6750	0.0055	-
1.3627	6800	0.0042	-
1.3727	6850	0.0023	-
1.3828	6900	0.0018	-
1.3928	6950	0.0041	-
1.4028	7000	0.008	-
1.4128	7050	0.0021	-
1.4228	7100	0.0017	-
1.4329	7150	0.0021	-
1.4429	7200	0.0017	-
1.4529	7250	0.0035	-
1.4629	7300	0.002	-
1.4729	7350	0.0016	-
1.4830	7400	0.0014	-
1.4930	7450	0.0041	-
1.5030	7500	0.0053	-
1.5130	7550	0.0026	-
1.5230	7600	0.002	-
1.5331	7650	0.0017	-
1.5431	7700	0.0017	-
1.5531	7750	0.0016	-
1.5631	7800	0.0021	-
1.5731	7850	0.0039	-
1.5832	7900	0.0034	-
1.5932	7950	0.0061	-
1.6032	8000	0.0025	-
1.6132	8050	0.002	-
1.6232	8100	0.0017	-
1.6333	8150	0.0016	-
1.6433	8200	0.0015	-
1.6533	8250	0.0037	-
1.6633	8300	0.0015	-
1.6733	8350	0.0035	-
1.6834	8400	0.0023	-
1.6934	8450	0.0051	-
1.7034	8500	0.0041	-
1.7134	8550	0.0018	-
1.7234	8600	0.0016	-
1.7335	8650	0.0016	-
1.7435	8700	0.0013	-
1.7535	8750	0.0022	-
1.7635	8800	0.0015	-
1.7735	8850	0.0017	-
1.7836	8900	0.0035	-
1.7936	8950	0.0013	-
1.8036	9000	0.0015	-
1.8136	9050	0.0034	-
1.8236	9100	0.0013	-
1.8337	9150	0.0037	-
1.8437	9200	0.0037	-
1.8537	9250	0.0014	-
1.8637	9300	0.0014	-
1.8737	9350	0.0013	-
1.8838	9400	0.0016	-
1.8938	9450	0.0013	-
1.9038	9500	0.0038	-
1.9138	9550	0.0013	-
1.9238	9600	0.0038	-
1.9339	9650	0.0013	-
1.9439	9700	0.0012	-
1.9539	9750	0.0016	-
1.9639	9800	0.0053	-
1.9739	9850	0.0018	-
1.9840	9900	0.0036	-
1.9940	9950	0.0014	-
2.0	9980	-	0.1052
2.0040	10000	0.0012	-
2.0140	10050	0.0014	-
2.0240	10100	0.0013	-
2.0341	10150	0.0014	-
2.0441	10200	0.0012	-
2.0541	10250	0.0014	-
2.0641	10300	0.0013	-
2.0741	10350	0.0012	-
2.0842	10400	0.0013	-
2.0942	10450	0.0033	-
2.1042	10500	0.0013	-
2.1142	10550	0.003	-
2.1242	10600	0.0036	-
2.1343	10650	0.0013	-
2.1443	10700	0.0036	-
2.1543	10750	0.0037	-
2.1643	10800	0.0024	-
2.1743	10850	0.0038	-
2.1844	10900	0.0014	-
2.1944	10950	0.0012	-
2.2044	11000	0.0035	-
2.2144	11050	0.0015	-
2.2244	11100	0.0012	-
2.2345	11150	0.0012	-
2.2445	11200	0.0011	-
2.2545	11250	0.0035	-
2.2645	11300	0.0012	-
2.2745	11350	0.0011	-
2.2846	11400	0.0011	-
2.2946	11450	0.0011	-
2.3046	11500	0.0035	-
2.3146	11550	0.0012	-
2.3246	11600	0.0011	-
2.3347	11650	0.0011	-
2.3447	11700	0.0014	-
2.3547	11750	0.0011	-
2.3647	11800	0.0011	-
2.3747	11850	0.0012	-
2.3848	11900	0.0011	-
2.3948	11950	0.001	-
2.4048	12000	0.001	-
2.4148	12050	0.0011	-
2.4248	12100	0.0011	-
2.4349	12150	0.0011	-
2.4449	12200	0.001	-
2.4549	12250	0.0034	-
2.4649	12300	0.0011	-
2.4749	12350	0.0013	-
2.4850	12400	0.0012	-
2.4950	12450	0.0015	-
2.5050	12500	0.0011	-
2.5150	12550	0.0034	-
2.5251	12600	0.001	-
2.5351	12650	0.0011	-
2.5451	12700	0.0011	-
2.5551	12750	0.001	-
2.5651	12800	0.001	-
2.5752	12850	0.0034	-
2.5852	12900	0.0033	-
2.5952	12950	0.0011	-
2.6052	13000	0.001	-
2.6152	13050	0.001	-
2.6253	13100	0.0012	-
2.6353	13150	0.0011	-
2.6453	13200	0.0033	-
2.6553	13250	0.0034	-
2.6653	13300	0.001	-
2.6754	13350	0.001	-
2.6854	13400	0.0034	-
2.6954	13450	0.001	-
2.7054	13500	0.001	-
2.7154	13550	0.001	-
2.7255	13600	0.0009	-
2.7355	13650	0.001	-
2.7455	13700	0.001	-
2.7555	13750	0.0009	-
2.7655	13800	0.001	-
2.7756	13850	0.0009	-
2.7856	13900	0.0031	-
2.7956	13950	0.001	-
2.8056	14000	0.0031	-
2.8156	14050	0.0033	-
2.8257	14100	0.001	-
2.8357	14150	0.0009	-
2.8457	14200	0.0009	-
2.8557	14250	0.0009	-
2.8657	14300	0.001	-
2.8758	14350	0.001	-
2.8858	14400	0.0033	-
2.8958	14450	0.001	-
2.9058	14500	0.001	-
2.9158	14550	0.001	-
2.9259	14600	0.0033	-
2.9359	14650	0.001	-
2.9459	14700	0.0009	-
2.9559	14750	0.001	-
2.9659	14800	0.001	-
2.9760	14850	0.0009	-
2.9860	14900	0.0009	-
2.9960	14950	0.0009	-
3.0	14970	-	0.1077
3.0060	15000	0.0033	-
3.0160	15050	0.0009	-
3.0261	15100	0.0009	-
3.0361	15150	0.0009	-
3.0461	15200	0.0009	-
3.0561	15250	0.0008	-
3.0661	15300	0.001	-
3.0762	15350	0.0009	-
3.0862	15400	0.0009	-
3.0962	15450	0.0032	-
3.1062	15500	0.0009	-
3.1162	15550	0.0009	-
3.1263	15600	0.0009	-
3.1363	15650	0.0009	-
3.1463	15700	0.0008	-
3.1563	15750	0.0009	-
3.1663	15800	0.0009	-
3.1764	15850	0.0008	-
3.1864	15900	0.0008	-
3.1964	15950	0.0009	-
3.2064	16000	0.0009	-
3.2164	16050	0.0033	-
3.2265	16100	0.0031	-
3.2365	16150	0.0008	-
3.2465	16200	0.0008	-
3.2565	16250	0.0008	-
3.2665	16300	0.0008	-
3.2766	16350	0.0008	-
3.2866	16400	0.0008	-
3.2966	16450	0.0008	-
3.3066	16500	0.0009	-
3.3166	16550	0.0008	-
3.3267	16600	0.0032	-
3.3367	16650	0.0008	-
3.3467	16700	0.0008	-
3.3567	16750	0.0009	-
3.3667	16800	0.0031	-
3.3768	16850	0.0009	-
3.3868	16900	0.0008	-
3.3968	16950	0.0009	-
3.4068	17000	0.0009	-
3.4168	17050	0.0008	-
3.4269	17100	0.0009	-
3.4369	17150	0.0031	-
3.4469	17200	0.0032	-
3.4569	17250	0.0008	-
3.4669	17300	0.0008	-
3.4770	17350	0.0008	-
3.4870	17400	0.0008	-
3.4970	17450	0.0057	-
3.5070	17500	0.0032	-
3.5170	17550	0.0009	-
3.5271	17600	0.0052	-
3.5371	17650	0.0008	-
3.5471	17700	0.0009	-
3.5571	17750	0.0008	-
3.5671	17800	0.0008	-
3.5772	17850	0.0008	-
3.5872	17900	0.0008	-
3.5972	17950	0.0009	-
3.6072	18000	0.0032	-
3.6172	18050	0.0008	-
3.6273	18100	0.0008	-
3.6373	18150	0.0008	-
3.6473	18200	0.0008	-
3.6573	18250	0.0008	-
3.6673	18300	0.0008	-
3.6774	18350	0.0008	-
3.6874	18400	0.0008	-
3.6974	18450	0.0008	-
3.7074	18500	0.0008	-
3.7174	18550	0.0007	-
3.7275	18600	0.0008	-
3.7375	18650	0.0008	-
3.7475	18700	0.003	-
3.7575	18750	0.0008	-
3.7675	18800	0.0008	-
3.7776	18850	0.0008	-
3.7876	18900	0.0007	-
3.7976	18950	0.0008	-
3.8076	19000	0.0007	-
3.8176	19050	0.0007	-
3.8277	19100	0.0029	-
3.8377	19150	0.0007	-
3.8477	19200	0.0008	-
3.8577	19250	0.0031	-
3.8677	19300	0.0007	-
3.8778	19350	0.0007	-
3.8878	19400	0.0008	-
3.8978	19450	0.0008	-
3.9078	19500	0.0031	-
3.9178	19550	0.0008	-
3.9279	19600	0.0008	-
3.9379	19650	0.0007	-
3.9479	19700	0.0008	-
3.9579	19750	0.0008	-
3.9679	19800	0.0008	-
3.9780	19850	0.0008	-
3.9880	19900	0.0008	-
3.9980	19950	0.0007	-
4.0	19960	-	0.1050

Framework Versions

Python: 3.11.10
SetFit: 1.1.0
Sentence Transformers: 3.1.1
Transformers: 4.45.2
PyTorch: 2.4.1+cu124
Datasets: 3.0.1
Tokenizers: 0.20.0

Citation

BibTeX

bibtex

@article{https://doi.org/10.48550/arxiv.2209.11055,
    doi = {10.48550/ARXIV.2209.11055},
    url = {https://arxiv.org/abs/2209.11055},
    author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
    keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
    title = {Efficient Few-Shot Learning Without Prompts},
    publisher = {arXiv},
    year = {2022},
    copyright = {Creative Commons Attribution 4.0 International}
}